feat(engram): an associative leg on the recall path (claim 10 typed relations)
The recall route had no way to reach a node that shares no token and no embedding neighbourhood with the query. The design reserves that case for the graph, and nothing on the read path consulted an edge. This adds a third ranked leg beside the lexical and semantic ones: expand the top 3 lexical hits along STRUCTURAL relations only (claim 10 — identity, contains, superseded_by, references, ...), two hops, both directions, pruned at the same 0.02 firing threshold engram_activate uses; order what was reached by query similarity. Merged by strict rotation, never by score blending. Not PR #135. That wired recall wholesale to engram_activate and lost 57 points of phrase accuracy. The failure there was RANK, not reach — a 2-hop associate at strength 0.06 cannot outrank thousands of 1-hop neighbours of strong lexical seeds. Here the lexical leg is untouched and the associative list is empty for most queries, because a node whose only edges are `tagged` and `related` expands to nothing. MEASURED, hybrid-semantic baseline -> this, 38-query gold set, embedded corpus: associative 0.0% -> 66.7% (first non-zero ever recorded on that category) hit@5 51.4% -> 62.9% exact_rare, phrase, paraphrase, nonsense, superseded: all unchanged latency p50 1.01x 4 queries moved, all gains, 0 losses, McNemar p=0.125 deterministic: two runs of the same binary differ on 0 of 38 rows VERDICT: NOT-SHOWN. The harness needs 6 queries to clear p<0.05 and the whole associative category is only 6 queries, so even 4/6 fixed cannot reach the floor. The mechanism is confirmed to work; the gold set cannot certify it.
This commit is contained in:
Tim Lingo
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@@ -0,0 +1,956 @@
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{
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"label": "assoc-leg-r2",
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"soul_binary": "/private/tmp/claude-501/-Users-timlingo/82369039-a20e-4b5a-8a5e-28234a57b996/scratchpad/soul-assoc",
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
"? ?}&?#??X\b"
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
"? ?}&?#??X\b",
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||||
"? ?}&?#??X\b",
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||||
"? ?}&?#??X\b",
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
"? ?}&?#??X\b",
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||||
"? ?}&?#??X\b",
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||||
"? ?}&?#??X\b"
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
{
|
||||
"id": "q24",
|
||||
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|
||||
"query": "loved for the unedited self and not the polished exterior",
|
||||
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|
||||
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||||
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|
||||
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|
||||
"? ?}&?#??X\b",
|
||||
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|
||||
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||||
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{
|
||||
"id": "q25",
|
||||
"category": "paraphrase",
|
||||
"query": "cheerfulness you arrive at instead of assuming",
|
||||
"returned": [
|
||||
"?ǚ?7??????",
|
||||
"knw-08559f5c-2306-4220-a146-398c74f1643c",
|
||||
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||||
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||||
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|
||||
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|
||||
"7?e?7???\f3?",
|
||||
"ctx-bb74",
|
||||
"??S?7???",
|
||||
"knw-f671966c-3387-4848-abca-b5deec122e00"
|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"? ?}&?#??X\b",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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||||
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|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
{
|
||||
"id": "q18",
|
||||
"category": "paraphrase",
|
||||
"query": "if you are able and nobody is coming the job is yours",
|
||||
"returned": [
|
||||
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|
||||
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|
||||
"?of?7???",
|
||||
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|
||||
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|
||||
"a1000001-0000-0000-0000-000000000001",
|
||||
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|
||||
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||||
"returned": [],
|
||||
"n_returned": 0,
|
||||
"latency_ms": 519.1,
|
||||
"error": null,
|
||||
"clean": true,
|
||||
"false_positives": 0
|
||||
},
|
||||
{
|
||||
"id": "q35",
|
||||
"category": "nonsense",
|
||||
"query": "xxqzzt vurblenacht throom",
|
||||
"returned": [
|
||||
"art-4a99aa1a-489b-4b43-958b-25217adb1aad",
|
||||
"?V?",
|
||||
"knw-6b48dce2-f21c-452a-9db5-4e6aa61c87ca",
|
||||
"knw-920c891f-bb8c-48c4-9afc-018ef12dcdc4",
|
||||
"?m?\\}Q??6??",
|
||||
"8cbb60c5-4999-4ec1-8682-2592aedc4249",
|
||||
"art-79042b8b-6192-440f-90b0-60708f7e6325",
|
||||
"?m?\\}Q??6??",
|
||||
"knw-723551f5-1950-42a3-8b89-b6a06913cef0",
|
||||
"art-ddfcd045-2c3b-4a1e-9966-fec5ce44e1dd"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 764.0,
|
||||
"error": null,
|
||||
"clean": false,
|
||||
"false_positives": 10
|
||||
},
|
||||
{
|
||||
"id": "q36",
|
||||
"category": "superseded",
|
||||
"query": "is the self-improvement architecture called DARMA or DHARMA",
|
||||
"returned": [
|
||||
"7?e?7???\f3?",
|
||||
"mem-80d7416b-20e9-48a0-b176-b215527e2f56",
|
||||
"? ?}&?#??X\b",
|
||||
"mem-f3b37427-b7d1-4f7e-b32c-0241a20ce8da",
|
||||
"? ?}&?#??X\b",
|
||||
"kn-b7e98d63-8b83-4911-b4d0-990602a7f575",
|
||||
"?of?7???",
|
||||
"knw-e047bb42-dc5b-4383-9e88-e508dc03abe3",
|
||||
"? ?}&?#??X\b",
|
||||
"bl-5b17bd3b-0c41-46cb-a710-6fa4429692ff"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 1346.9,
|
||||
"error": null,
|
||||
"hit@5": 1.0,
|
||||
"recall@5": 1.0,
|
||||
"recall@10": 1.0,
|
||||
"precision@5": 0.2,
|
||||
"mrr@10": 0.5,
|
||||
"outranks": true,
|
||||
"rank_correct": 2,
|
||||
"rank_stale": 10
|
||||
},
|
||||
{
|
||||
"id": "q37",
|
||||
"category": "superseded",
|
||||
"query": "how many provisional patents does Will actually have",
|
||||
"returned": [
|
||||
"? ?}&?#??X\b",
|
||||
"12082f7e-e320-438b-bd65-083d8259748f",
|
||||
"? ?}&?#??X\b",
|
||||
"527ecb25-2587-47eb-8269-73be2431abd4",
|
||||
"? ?}&?#??X\b",
|
||||
"3cf706a1-3825-45d8-b0a9-06cae6cdf5b8",
|
||||
"? ?}&?#??X\b",
|
||||
"4f698ae6-c40e-464e-9798-50350991a188",
|
||||
"? ?}&?#??X\b",
|
||||
"be3b6036-6eca-44a7-8fdf-37b23edfdfd1"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 1687.1,
|
||||
"error": null,
|
||||
"hit@5": 0.0,
|
||||
"recall@5": 0.0,
|
||||
"recall@10": 1.0,
|
||||
"precision@5": 0.0,
|
||||
"mrr@10": 0.16666666666666666,
|
||||
"outranks": true,
|
||||
"rank_correct": 6,
|
||||
"rank_stale": null
|
||||
},
|
||||
{
|
||||
"id": "q38",
|
||||
"category": "superseded",
|
||||
"query": "is MCP still the live integration layer",
|
||||
"returned": [
|
||||
"kn-5584ef9c-7f9d-4d7c-a10a-4ee6bc5cf356",
|
||||
"bl-7328cbe3-0200-43c2-88e7-0a164e15fca4",
|
||||
"7?e?7???\f3?",
|
||||
"mem-101e81b4-8097-4749-8d8d-7bb66de34517",
|
||||
"? ?}&?#??X\b",
|
||||
"4509ed62-9fb2-48b8-9038-ac569fca9604",
|
||||
"%???2??jH??",
|
||||
"art-8a0870d5-a716-4672-8094-f7463af1265b",
|
||||
"???Ͼd??W\b?",
|
||||
"bl-556438af-57b2-4bd8-a747-9f868aaee290"
|
||||
],
|
||||
"n_returned": 10,
|
||||
"latency_ms": 1030.5,
|
||||
"error": null,
|
||||
"hit@5": 0.0,
|
||||
"recall@5": 0.0,
|
||||
"recall@10": 0.0,
|
||||
"precision@5": 0.0,
|
||||
"mrr@10": 0.0,
|
||||
"outranks": false,
|
||||
"rank_correct": null,
|
||||
"rank_stale": 4
|
||||
}
|
||||
]
|
||||
}
|
||||
Reference in New Issue
Block a user